{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate Performance Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib import cm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieve and Process Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>i</th>\n",
       "      <th>n</th>\n",
       "      <th>GPU-STOMP</th>\n",
       "      <th>STUMP.2</th>\n",
       "      <th>STUMP.16</th>\n",
       "      <th>STUMPED.128</th>\n",
       "      <th>STUMPED.256</th>\n",
       "      <th>GPU-STUMP.1</th>\n",
       "      <th>GPU-STUMP.2</th>\n",
       "      <th>GPU-STUMP.DGX1</th>\n",
       "      <th>GPU-STUMP.DGX2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>64</td>\n",
       "      <td>00:00:10</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:05.770000</td>\n",
       "      <td>00:00:06.080000</td>\n",
       "      <td>00:00:00.030000</td>\n",
       "      <td>00:00:01.630000</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.0</td>\n",
       "      <td>128</td>\n",
       "      <td>00:00:10</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:05.930000</td>\n",
       "      <td>00:00:07.290000</td>\n",
       "      <td>00:00:00.040000</td>\n",
       "      <td>00:00:01.660000</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8.0</td>\n",
       "      <td>256</td>\n",
       "      <td>00:00:10</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:00.010000</td>\n",
       "      <td>00:00:05.950000</td>\n",
       "      <td>00:00:07.590000</td>\n",
       "      <td>00:00:00.080000</td>\n",
       "      <td>00:00:01.690000</td>\n",
       "      <td>00:00:06.680000</td>\n",
       "      <td>00:00:25.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.0</td>\n",
       "      <td>512</td>\n",
       "      <td>00:00:10</td>\n",
       "      <td>00:00:00</td>\n",
       "      <td>00:00:00.020000</td>\n",
       "      <td>00:00:05.970000</td>\n",
       "      <td>00:00:07.470000</td>\n",
       "      <td>00:00:00.130000</td>\n",
       "      <td>00:00:01.660000</td>\n",
       "      <td>00:00:06.590000</td>\n",
       "      <td>00:00:27.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1024</td>\n",
       "      <td>00:00:10</td>\n",
       "      <td>00:00:00.020000</td>\n",
       "      <td>00:00:00.040000</td>\n",
       "      <td>00:00:05.690000</td>\n",
       "      <td>00:00:07.640000</td>\n",
       "      <td>00:00:00.240000</td>\n",
       "      <td>00:00:01.720000</td>\n",
       "      <td>00:00:06.700000</td>\n",
       "      <td>00:00:30.490000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      i     n GPU-STOMP         STUMP.2        STUMP.16     STUMPED.128  \\\n",
       "0   6.0    64  00:00:10        00:00:00        00:00:00 00:00:05.770000   \n",
       "1   7.0   128  00:00:10        00:00:00        00:00:00 00:00:05.930000   \n",
       "2   8.0   256  00:00:10        00:00:00 00:00:00.010000 00:00:05.950000   \n",
       "3   9.0   512  00:00:10        00:00:00 00:00:00.020000 00:00:05.970000   \n",
       "4  10.0  1024  00:00:10 00:00:00.020000 00:00:00.040000 00:00:05.690000   \n",
       "\n",
       "      STUMPED.256     GPU-STUMP.1     GPU-STUMP.2  GPU-STUMP.DGX1  \\\n",
       "0 00:00:06.080000 00:00:00.030000 00:00:01.630000             NaT   \n",
       "1 00:00:07.290000 00:00:00.040000 00:00:01.660000             NaT   \n",
       "2 00:00:07.590000 00:00:00.080000 00:00:01.690000 00:00:06.680000   \n",
       "3 00:00:07.470000 00:00:00.130000 00:00:01.660000 00:00:06.590000   \n",
       "4 00:00:07.640000 00:00:00.240000 00:00:01.720000 00:00:06.700000   \n",
       "\n",
       "   GPU-STUMP.DGX2  \n",
       "0             NaT  \n",
       "1             NaT  \n",
       "2 00:00:25.680000  \n",
       "3 00:00:27.660000  \n",
       "4 00:00:30.490000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_html('https://github.com/stumpy-dev/stumpy', match='STUMPED.256')[0]\n",
    "df = df.rename(columns={'n = 2i': 'n'})\n",
    "df['GPU-STOMP'] = pd.to_timedelta(df['GPU-STOMP'])\n",
    "df['STUMP.2'] = pd.to_timedelta(df['STUMP.2'])\n",
    "df['STUMP.16'] = pd.to_timedelta(df['STUMP.16'])\n",
    "df['STUMPED.128'] = pd.to_timedelta(df['STUMPED.128'])\n",
    "df['STUMPED.256'] = pd.to_timedelta(df['STUMPED.256'])\n",
    "df['GPU-STUMP.1'] = pd.to_timedelta(df['GPU-STUMP.1'])\n",
    "df['GPU-STUMP.2'] = pd.to_timedelta(df['GPU-STUMP.2'])\n",
    "df['GPU-STUMP.DGX1'] = pd.to_timedelta(df['GPU-STUMP.DGX1'])\n",
    "df['GPU-STUMP.DGX2'] = pd.to_timedelta(df['GPU-STUMP.DGX2'])\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = {\n",
    "    'GPU-STOMP': df[['n', 'GPU-STOMP']],\n",
    "    'STUMP.2': df[['n', 'STUMP.2']],    \n",
    "    'STUMP.16': df[['n', 'STUMP.16']],\n",
    "    'STUMPED.128': df[['n', 'STUMPED.128']],\n",
    "    'STUMPED.256': df[['n', 'STUMPED.256']],\n",
    "    'GPU-STUMP.1': df[['n', 'GPU-STUMP.1']],\n",
    "    'GPU-STUMP.2': df[['n', 'GPU-STUMP.2']],\n",
    "    'GPU-STUMP.DGX1': df[['n', 'GPU-STUMP.DGX1']],\n",
    "    'GPU-STUMP.DGX2': df[['n', 'GPU-STUMP.DGX2']],\n",
    "}\n",
    "\n",
    "line_dashes = {\n",
    "    'GPU-STOMP': 'solid',\n",
    "    'STUMP.2': '20 20',    \n",
    "    'STUMP.16': '16 16',\n",
    "    'STUMPED.128': '12 12',\n",
    "    'STUMPED.256': '8 8',\n",
    "    'GPU-STUMP.1': '16 16',\n",
    "    'GPU-STUMP.2': 'solid',\n",
    "    'GPU-STUMP.DGX1': '12 12',\n",
    "    'GPU-STUMP.DGX2': 'solid',\n",
    "     #‘^(\\d+(\\s+\\d+)*)?$’\n",
    "}\n",
    "\n",
    "for k in dfs.keys():\n",
    "    dfs[k] = dfs[k].dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Performance Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(80000000, 12.5, 'Benchmark')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "space = 1\n",
    "line_dashes = {\n",
    "    'GPU-STOMP': (1, 0),\n",
    "    'STUMP.2': (1, space, 1, space),    \n",
    "    'STUMP.16': (5, space, 5, space),\n",
    "    'STUMPED.128': (10, space, 10, space),\n",
    "    'STUMPED.256': (1, 0),\n",
    "    'GPU-STUMP.1': (10, space, 10, space),\n",
    "    'GPU-STUMP.2': (1, 0),\n",
    "    'GPU-STUMP.DGX1': (10, space, 10, space),\n",
    "    'GPU-STUMP.DGX2': (1, 0),\n",
    "}\n",
    "\n",
    "# viridis = cm.get_cmap('viridis', len(dfs.keys()))\n",
    "viridis = cm.get_cmap('viridis', 4)\n",
    "\n",
    "line_colors = {\n",
    "    'GPU-STOMP': viridis(4),\n",
    "    'STUMP.2': viridis(0),\n",
    "    'STUMP.16': viridis(0),\n",
    "    'STUMPED.128': viridis(0),\n",
    "    'STUMPED.256': viridis(0),\n",
    "    'GPU-STUMP.1': viridis(1),\n",
    "    'GPU-STUMP.2': viridis(1),\n",
    "    'GPU-STUMP.DGX1': viridis(2),\n",
    "    'GPU-STUMP.DGX2': viridis(2),\n",
    "}\n",
    "\n",
    "fig, ax = plt.subplots(figsize=[20, 10])\n",
    "fig.suptitle('Perfomance Comparison of Matrix Profile Implementations', fontsize=30, y=0.95)\n",
    "ax.set_yticks(range(13), minor=False)\n",
    "ax.grid()\n",
    "ax.get_xaxis().set_major_formatter(\n",
    "    mpl.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "plt.xlabel('Time Series Length (n)', fontsize=20, labelpad=20)\n",
    "plt.ylabel('Days', fontsize=20)\n",
    "ax.xaxis.set_tick_params(labelsize=16)\n",
    "ax.yaxis.set_tick_params(labelsize=16)\n",
    "\n",
    "legend_lines = []\n",
    "legend_names = []\n",
    "for i, k in enumerate(dfs.keys()):\n",
    "    legend_line, = ax.plot(dfs[k].iloc[:, 0], \n",
    "                           dfs[k].iloc[:, 1]/pd.Timedelta('1 days'), \n",
    "                           linewidth=4,\n",
    "                           dashes=line_dashes[k],\n",
    "                           c=line_colors[k],\n",
    "                           label=k,\n",
    "                          )\n",
    "    legend_lines.append(legend_line)\n",
    "    legend_names.append(k)\n",
    "    if k in ['GPU-STOMP', 'STUMPED.256', 'GPU-STUMP.2']:\n",
    "        legend_lines.append(mpl.lines.Line2D([],[],linestyle=''))\n",
    "        legend_names.append('')\n",
    "\n",
    "ax.legend(legend_lines,\n",
    "          legend_names,\n",
    "          loc=\"upper left\", \n",
    "          handlelength=6, \n",
    "          fontsize=16)\n",
    "\n",
    "ax.text(100000000,\n",
    "        4, \n",
    "        'Lower is \"Better\"', \n",
    "        fontsize=25,\n",
    "        verticalalignment='top',\n",
    "       )\n",
    "\n",
    "ax.text(80000000,\n",
    "        12.5, \n",
    "        'Benchmark', \n",
    "        fontsize=25,\n",
    "        verticalalignment='top',\n",
    "        rotation=34,\n",
    "       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"performance.png\", dpi=200, bbox_inches='tight', pad_inches=0.1,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
